Algorithmic approaches in hand imaging for rheumatic musculoskeletal diseases: A systematic literature review.

Journal: Seminars in arthritis and rheumatism
Published Date: May 2, 2025

Abstract

OBJECTIVE: This systematic literature review provides a comprehensive overview of the use of machine learning (ML) in hand imaging of rheumatic musculoskeletal diseases (RMDs). The review evaluates ML algorithms, imaging modalities, patient populations, validation methods, and areas for improvement.

Authors

  • Laetitia Perronne
    Department of Radiology, Division of Musculoskeletal Radiology, NYU Langone Health, 301 E 17th St, 6th Floor, New York, NY, 10003 (B.W., C.B., R.S.A.); and Department of Musculoskeletal Imaging, Hôpital Lariboisière, Paris, France (L.P.).
  • Marie Binvignat
    Immunology, Immunopathology, Immunotherapy I3 Lab, INSERM UMRS-959, Sorbonne Université, Paris, France; Department of Rheumatology, Saint-Antoine Hospital, Assistance Publique-Hopitaux de Paris, Sorbonne Université; Centre de Recherche Saint-Antoine, Inserm UMRS_938, 184 rue du Faubourg Saint-Antoine, 75012 Paris, France.
  • Nathan Foulquier
    LBAI, UMR1227, INSERM, University of Western Brittany, Brest France and Centre Hospitalier Universitaire de Brest, Brest, France.
  • Alain Saraux
    Université de Bretagne Occidentale (Univ Brest), Department of Rheumatology; Pôle PHARES, CHU Brest, INSERM (U1227), LabEx IGO, Brest, France 29200 Brest, France.
  • Jean Denis Laredo
    Assistance Publique-Hôpitaux de Paris, Hôpital Lariboisière, Service de Chirurgie Orthopédique Et Traumatologique, 75010 Paris, France.
  • Constance de Margerie-Mellon
    PARCC UMRS 970, INSERM, Paris, France; Université Paris Cité, AP-HP, Hopital Saint Louis, Paris, France.
  • Laure Fournier
    PARCC UMRS 970, INSERM, Paris, France; Université Paris Cité, AP-HP, Hopital européen Georges Pompidou, Paris, France.
  • Jérémie Sellam
    Department of Rheumatology, Saint-Antoine Hospital, Assistance Publique-Hopitaux de Paris, Sorbonne Université; Centre de Recherche Saint-Antoine, Inserm UMRS_938, 184 rue du Faubourg Saint-Antoine, 75012 Paris, France.

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